Samuel
248 posts

Samuel retweetledi
Samuel retweetledi
Samuel retweetledi

Over the last decade the question I’ve gotten most often how I decide how to spend my work hours, so sharing here in case it helps anyone on the winding journey to develop theirs.
The algorithm has sort of naturally converged on:
1) A mission I care deeply about that works to have positive implications at a humanity level scale
2) Good-hearted and high-octane teammates
3) Where my hours in feel like they have truly differentiated value relative to what another could provide
4) A consistently steep learning curve
I remember being worried that 4 would cause me to job hop too much, but what I’ve found is if the problem is deep enough and high dimensionality enough you can have a steep learning curve for a heck of a long time.
As an example, after almost 8 years at Neuralink I still feel like I find rocket-ship level learning curves to jump on every week, which I don’t think I would have predicted at the outset!
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There's a shocking fact about AI that nobody tells you: You can catch up to the public AI research frontier in just 2 weeks. Yes, really.
I've built a $150M annual revenue startup over the last 8 years and If I were to start a company today, I’d drop everything and go all-in on AI.
But like many busy software builders, I felt lost—overwhelmed by the noisy, crowded and fast-moving modern AI landscape. And I wasn’t alone.
So I spent my entire holiday diving deep into AI research—reading 30+ papers, watching hours of lectures, analyzing trends, and catching up to the research frontier.
✨ Here’s what I learned:
- You don’t need months (or years) to catch up.
- You don’t need a PhD or decades of ML experience.
- You need fewer than 20 papers and 2 weeks to understand the major breakthroughs shaping AI today.
It's because the technology is extremely nascent and most techniques that came before are no longer relevant:
- ChatGPT is barely 2 years old and Transformers are only 7 years old.
- Most game-changing discoveries happened within the last 4 years, driven by a few breakthrough ideas, scaling laws, and efficient matrix multiplication.
The biggest secret?
Many groundbreaking AI papers with thousands of citations are surprisingly simple and applied, like adding "let's think step by step" to the prompt, or simply asking the LLM over and over again to improve its answer (Self-Refine).
I realized there are tons of founders and builders in the same boat—wanting to dive deeper into AI but unsure where to start.
I've created an essential AI Guide that helped me catch up, in just 2 weeks, to the frontier of public AI research to figure out where the next opportunities and gaps were:
- Curated list of only the most important papers
- Simple explanations of key concepts
- Clear pathway to understanding the frontier of modern AI
It’s perfect for:
- Founders expanding into AI
- Builders wanting to innovate at the frontier of AI
- Investors looking to separate the signal from the noise
👇 Want the full guide?
- Like and Share this post
- Comment "AI Guide"
- I'll send you the complete guide
(ps, I’m also teaming up with @VishalVasishth, co-founder of @obviousvc with @ev (focused on large-scale societal impact companies like Twitter, Medium, Beyond Meat), to host a small meetup to discuss what's working and needs to be solved in the AI stack in SF. Message me if you're interested)

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im taking out the pinned tweets tmr
lock the room tmr
i have the excel half complete..
plan is to automate the set up for these tickers
The 250-300 tickers all gave 20-30% set up once in 2024
thats the plan in 2025… thats about 300 set ups
we only need 1/3 of it
as usual, we will automate it
Lets Rummmbleeee in 2025
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Samuel retweetledi

@iamyesyouareno @MarioNawfal It comes down to this: do you want America to WIN or do you want America to LOSE.
If you force the world’s best talent to play for the other side, America will LOSE.
End of story.
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Samuel retweetledi

Vibe has shifted a lot. It was startups or nothing in 2020.
Retired Polysaccharide Patriarch@bigbrutha_
Whatever you do, go to a good school, graduate with at least a 2:1 The world will open up better to you… Work in a multinational or large corporate earlier in your career, it increases your chances of success later in life
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Iran gave him up, I think
Yashar Ali 🐘@yashar
BREAKING Hamas leader Ismail Haniyeh has been killed in Iran per Islamic Republic state media. Haniyeh was in Tehran to meet with the Supreme Leader and attending the swearing in of the new President of the Islamic Republic. Updates Here: thereset.news/p/breaking-ham…
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@marwan_ptr @_ayoungk Is there a docker/singularity container for this?
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The moment AI agent is developed, Software engineers are cooked.
AI agent can take over your PC, generate PRD, code an entire app, debug it and deploy it
We should all start looking into farming 😂😂
@DamilolaDecarls was ahead of the curve
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Samuel retweetledi

Watch the unveiling of @NASAAero's X-59 aircraft, set to fly this year to test quieter supersonic flight technology. The Quesst mission could help bring a return to supersonic air travel over land.
Livestream starts Friday, Jan. 12 at 4pm ET (2100 UTC): go.nasa.gov/3S8deuT

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